[CmdletBinding()] param( [Parameter(Mandatory = $true)] [string]$ReleaseRoot, [Parameter(Mandatory = $true)] [ValidatePattern("^[a-f0-9]{64}$")] [string]$ExpectedWheelSha256, [Parameter(Mandatory = $true)] [ValidatePattern("^[A-Za-z0-9._-]{1,96}$")] [string]$RunId, [ValidateRange(0, 5000)] [int]$MaximumImages = 0, [string]$DatasetRoot = "D:\NDC_MISSIONCORE\datasets\coco-2017-val", [string]$OutputRoot = "D:\NDC_MISSIONCORE\runtime\results\m48t-risk-quality" ) $ErrorActionPreference = "Stop" $ProgressPreference = "SilentlyContinue" function Assert-LastExitCode([string]$Operation) { if ($LASTEXITCODE -ne 0) { throw "$Operation failed with exit code $LASTEXITCODE" } } function Get-Sha256([string]$Path) { return (Get-FileHash -LiteralPath $Path -Algorithm SHA256).Hash.ToLowerInvariant() } function Resolve-DDirectory([string]$Path, [string]$Label, [bool]$Create) { if ($Create -and -not (Test-Path -LiteralPath $Path)) { $null = New-Item -ItemType Directory -Path $Path } $item = Get-Item -LiteralPath (Resolve-Path -LiteralPath $Path).Path -Force if ( -not $item.PSIsContainer -or ($item.Attributes -band [IO.FileAttributes]::ReparsePoint) -or [IO.Path]::GetPathRoot($item.FullName).TrimEnd("\") -ine "D:" ) { throw "$Label must be a real D: directory" } return $item.FullName } function Assert-RegularFile([string]$Path, [string]$Label) { $item = Get-Item -LiteralPath (Resolve-Path -LiteralPath $Path).Path -Force if ($item.PSIsContainer -or ($item.Attributes -band [IO.FileAttributes]::ReparsePoint)) { throw "$Label must be a regular file" } return $item.FullName } function Convert-ToDockerPath([string]$Path) { return $Path.Replace("\", "/") } function Ensure-PinnedMirrorFile( [string]$Path, [string]$Url, [long]$ExpectedLength, [string]$ExpectedSha256, [string]$Label ) { if (Test-Path -LiteralPath $Path -PathType Leaf) { if ( (Get-Item -LiteralPath $Path).Length -ne $ExpectedLength -or (Get-Sha256 $Path) -cne $ExpectedSha256 ) { Remove-Item -LiteralPath $Path -Force } } if (-not (Test-Path -LiteralPath $Path -PathType Leaf)) { $partial = $Path + ".partial" if (Test-Path -LiteralPath $partial) { Remove-Item -LiteralPath $partial -Force } & curl.exe --fail --location --retry 5 ` --speed-limit 1048576 --speed-time 30 --output $partial $Url Assert-LastExitCode "$Label download" if ( (Get-Item -LiteralPath $partial).Length -ne $ExpectedLength -or (Get-Sha256 $partial) -cne $ExpectedSha256 ) { throw "$Label length or SHA-256 changed" } Move-Item -LiteralPath $partial -Destination $Path } if ( (Get-Item -LiteralPath $Path).Length -ne $ExpectedLength -or (Get-Sha256 $Path) -cne $ExpectedSha256 ) { throw "$Label length or SHA-256 changed" } } function Get-Container([string]$Name) { $rows = @((& docker inspect $Name) | ConvertFrom-Json) Assert-LastExitCode "Docker inspection for $Name" if ($rows.Count -ne 1) { throw "Container identity for $Name is not unique" } return $rows[0] } if ($env:COMPUTERNAME -cne "DESKTOP-OPJ8J04") { throw "M48T risk quality is pinned to DESKTOP-OPJ8J04" } $release = Resolve-DDirectory $ReleaseRoot "M48T release root" $false $dataset = Resolve-DDirectory $DatasetRoot "M48T dataset root" $true $output = Resolve-DDirectory $OutputRoot "M48T output root" $true $runOutput = Join-Path $output $RunId if (Test-Path -LiteralPath $runOutput) { throw "M48T run output already exists" } $null = New-Item -ItemType Directory -Path $runOutput $runOutput = Resolve-DDirectory $runOutput "M48T run output" $false $wheel = Assert-RegularFile ( (Join-Path $release "nodedc_mission_core-0.1.0-py3-none-any.whl") ) "M48T wheel" if ((Get-Sha256 $wheel) -cne $ExpectedWheelSha256) { throw "M48T wheel SHA-256 changed" } $profile = Assert-RegularFile ( (Join-Path $release "m48t-risk-quality-temporal-v1.json") ) "M48T profile" $runner = Assert-RegularFile ( (Join-Path $release "run_m48t_coco_risk_quality_worker.py") ) "M48T runner" $runnerSha256 = Get-Sha256 $runner $imagesArchive = Join-Path $dataset "val2017.zip" $annotations = Join-Path $dataset "instances_val2017.json" # These mirrors rehost the unmodified official COCO assets and publish pinned SHA-256 digests. Ensure-PinnedMirrorFile $imagesArchive ` "https://huggingface.co/datasets/pcuenq/coco-2017-mirror/resolve/main/val2017.zip?download=true" ` 815585330 ` "4f7e2ccb2866ec5041993c9cf2a952bbed69647b115d0f74da7ce8f4bef82f05" ` "COCO val2017" Ensure-PinnedMirrorFile $annotations ` "https://huggingface.co/datasets/LibreYOLO/coco2017/resolve/main/instances_val2017.json?download=true" ` 19987840 ` "e8c7f7908f1d7278341fae127d0da654f102f11bd7b21d8aeefa635b8c810b6f" ` "COCO instances_val2017" $imagesArchive = Assert-RegularFile $imagesArchive "COCO images archive" $annotations = Assert-RegularFile $annotations "COCO val2017 instances" $imagesArchiveSha256 = Get-Sha256 $imagesArchive $annotationsDocumentSha256 = Get-Sha256 $annotations $imagesRoot = Join-Path $dataset "val2017" if (-not (Test-Path -LiteralPath $imagesRoot -PathType Container)) { & tar.exe -xf $imagesArchive -C $dataset Assert-LastExitCode "COCO val2017 extraction" } $imagesRoot = Resolve-DDirectory $imagesRoot "COCO val2017 images" $false if (@(Get-ChildItem -LiteralPath $imagesRoot -File -Filter "*.jpg").Count -ne 5000) { throw "COCO val2017 image count changed" } $experimentRoot = Resolve-DDirectory ( "D:\NDC_MISSIONCORE\runtime\experiments\m48t-fixed-detector-20260825T095425Z" ) "M48T RF-DETR experiment root" $false $modelRoot = Resolve-DDirectory ( (Join-Path $experimentRoot "triton-models") ) "M48T RF-DETR model root" $false if ((Get-Sha256 (Assert-RegularFile ( (Join-Path $modelRoot "rf_detr_large\1\model.plan") ) "RF-DETR TensorRT engine")) -cne "986399ce706b7380472cf5e473232249fed6e628971d8007f6609e83128d46b8") { throw "RF-DETR TensorRT engine SHA-256 changed" } $image = "nvcr.io/nvidia/tritonserver:26.06-py3@sha256:58df7489c3f2276f9591d500a012dee03e23d35543ce3c390b4c001e6bf90794" & docker image inspect $image *> $null Assert-LastExitCode "Pinned M48T image inspection" $historicalTriton = Get-Container "ndc-mission-core-triton" if (-not $historicalTriton.State.Running -or $historicalTriton.State.Health.Status -cne "healthy") { throw "Historical Triton must remain healthy during M48T quality evaluation" } $historicalTritonId = [string]$historicalTriton.Id $tritonName = "ndc-mission-core-m48t-risk-quality-triton" $qualityName = "ndc-mission-core-m48t-risk-quality" foreach ($name in @($tritonName, $qualityName)) { if (& docker ps -a --format "{{.Names}}" --filter "name=^/$name$") { throw "M48T candidate container $name already exists" } } $opencv = Resolve-DDirectory ( "D:\NDC_MISSIONCORE\runtime\derived\perception-e3-opencv413092-v1\packages" ) "OpenCV dependency" $false $pillow = Resolve-DDirectory ( "D:\NDC_MISSIONCORE\runtime\derived\perception-p0-env-v1" ) "Pillow dependency" $false try { & docker create ` --name $tritonName ` --read-only ` --security-opt "no-new-privileges:true" ` --cap-drop ALL ` --pids-limit 512 ` --shm-size 1g ` --gpus all ` --tmpfs "/tmp:rw,noexec,nosuid,size=2g" ` --health-cmd "curl --fail --silent http://127.0.0.1:8000/v2/health/ready" ` --health-interval 5s ` --health-timeout 3s ` --health-start-period 20s ` --health-retries 24 ` -v ((Convert-ToDockerPath $modelRoot) + ":/models:ro") ` $image ` tritonserver ` --model-repository=/models ` --model-control-mode=explicit ` --load-model=rf_detr_large ` --disable-auto-complete-config ` --strict-readiness=true ` --exit-on-error=true ` --allow-http=true ` --allow-grpc=false ` --allow-metrics=false *> $null Assert-LastExitCode "M48T Triton creation" & docker start $tritonName *> $null Assert-LastExitCode "M48T Triton start" $ready = $false foreach ($attempt in 1..60) { Start-Sleep -Seconds 2 $candidate = Get-Container $tritonName if (-not $candidate.State.Running) { throw "M48T Triton stopped during startup" } if ($candidate.State.Health.Status -ceq "healthy") { $ready = $true; break } } if (-not $ready) { throw "M48T Triton did not become healthy" } $maximumArguments = @() if ($MaximumImages -gt 0) { $maximumArguments = @("--maximum-images", ([string]$MaximumImages)) } $arguments = @( "run", "--name", $qualityName, "--network", ("container:{0}" -f $tritonName), "--read-only", "--security-opt", "no-new-privileges:true", "--cap-drop", "ALL", "--pids-limit", "256", "--gpus", "all", "--tmpfs", "/tmp:rw,noexec,nosuid,size=2g", "-e", "PYTHONDONTWRITEBYTECODE=1", "-e", "PYTHONPATH=/release/nodedc_mission_core-0.1.0-py3-none-any.whl:/opt/opencv:/opt/pillow", "-v", ((Convert-ToDockerPath $release) + ":/release:ro"), "-v", ((Convert-ToDockerPath $imagesRoot) + ":/dataset/val2017:ro"), "-v", ((Convert-ToDockerPath $annotations) + ":/dataset/instances_val2017.json:ro"), "-v", ((Convert-ToDockerPath $runOutput) + ":/output:rw"), "-v", ((Convert-ToDockerPath $opencv) + ":/opt/opencv:ro"), "-v", ((Convert-ToDockerPath $pillow) + ":/opt/pillow:ro"), "--entrypoint", "python3", $image, "/release/run_m48t_coco_risk_quality_worker.py", "--profile", "/release/m48t-risk-quality-temporal-v1.json", "--annotations", "/dataset/instances_val2017.json", "--images-root", "/dataset/val2017", "--triton-origin", "http://127.0.0.1:8000", "--output", "/output/result.json", "--predictions", "/output/predictions.jsonl", "--failures", "/output/failures.jsonl", "--progress", "/output/progress.jsonl", "--review-root", "/output/review", "--runtime-artifact-sha256", $ExpectedWheelSha256, "--runner-sha256", $runnerSha256, "--images-archive-sha256", $imagesArchiveSha256, "--annotations-document-sha256", $annotationsDocumentSha256 ) + $maximumArguments & docker @arguments Assert-LastExitCode "M48T COCO risk quality evaluation" if (-not (Test-Path -LiteralPath (Join-Path $runOutput "result.json") -PathType Leaf)) { throw "M48T result was not written" } } finally { foreach ($name in @($qualityName, $tritonName)) { if (& docker ps -a --format "{{.Names}}" --filter "name=^/$name$") { & docker rm -f $name *> $null } } $historicalAfter = Get-Container "ndc-mission-core-triton" if ( $historicalAfter.Id -cne $historicalTritonId -or -not $historicalAfter.State.Running -or $historicalAfter.State.Health.Status -cne "healthy" ) { throw "Historical Triton changed during M48T quality evaluation" } } Write-Output ("M48T_RESULT={0}" -f (Join-Path $runOutput "result.json")) Write-Output ("COCO_IMAGES_SHA256={0}" -f $imagesArchiveSha256) Write-Output ("COCO_ANNOTATIONS_SHA256={0}" -f $annotationsDocumentSha256) Write-Output "HISTORICAL_TRITON_ACTION=none" Write-Output "PRODUCTION_ACCEPTED=false"