Azure Stack Edge Gpu Edge Container Registry

Bias Analysis

Detected Bias Types

powershell_heavy

windows_first

windows_tools

missing_linux_example

Summary

The documentation exhibits a strong Windows bias. All command-line examples use PowerShell syntax, and all screenshots and sample outputs are from Windows environments (e.g., 'PS C:\WINDOWS\system32>'). Instructions for editing the hosts file, installing certificates, and using Docker are written specifically for Windows, with no equivalent Linux or macOS guidance. There is no mention of Linux shell commands, Linux file paths, or Linux-specific Docker installation steps. The use of Windows-specific tools and patterns (e.g., PowerShell cmdlets, Windows file paths) is pervasive, and Linux users are not provided with parallel instructions.

Recommendations

Provide parallel Linux/macOS instructions and examples for all steps, including editing /etc/hosts, installing certificates, and using Docker.
Include Linux shell (bash) command examples alongside PowerShell, especially for Docker, kubectl, and HTTP API interactions.
Show sample outputs from Linux terminals (e.g., bash prompt) in addition to Windows PowerShell.
Document certificate installation steps for Linux (e.g., using update-ca-certificates or similar tools).
Reference Linux file paths (e.g., /etc/hosts) and explain any OS-specific differences.
Clarify that the process is cross-platform and explicitly support Linux/macOS users in the prerequisites and throughout the guide.

Create Pull Request

Date	Scan	Status	Result
2026-01-14 00:00	#250	in_progress	Biased
2026-01-13 00:00	#246	completed	Biased
2026-01-11 00:00	#240	completed	Biased
2026-01-10 00:00	#237	completed	Biased
2026-01-09 00:34	#234	completed	Biased
2026-01-08 00:53	#231	completed	Biased
2026-01-06 18:15	#225	cancelled	Clean
2025-08-17 00:01	#83	cancelled	Clean
2025-07-13 21:37	#48	completed	Biased
2025-07-09 13:09	#3	cancelled	Clean
2025-07-08 04:23	#2	cancelled	Biased

Flagged Code Snippets

    [10.128.44.40]: PS>New-HcsKubernetesNamespace -Namespace myecr
    [10.128.44.40]: PS>New-HcsKubernetesUser -UserName ecruser
    apiVersion: v1
    clusters:
    - cluster:
        certificate-authority-data: LS0tLS1CRUdJTiBDRVJUSUZJQ0FURS0tLS0tCk1JSUN5RENDQWJDZ0F3SUJBZ0lCQURBTkJna3Foa2lHOXcwQkFRc0ZBREFWTVJNd0VRWURWUVFERXdwcmRXSmwKY201bGRHVnpNQjRYRFRJd01URXdOVEF6TkRJek1Gb1hEVE13TVRFd016QXpOREl6TUZvd0ZURVRNQkVnNjOVRLWndCQ042cm1XQms2eXFwcXI1MUx6bApTaXMyTy91UEJ2YXNSSUUzdzgrbmEwdG1aTERZZ2F6MkQwMm42Q29mUmtyUTR2d1lLTnR1MlpzR3pUdz0KLS0tLS1FTkQgQ0VSVElGSUNBVEUtLS0tLQo=
        server: https://compute.dbe-hw6h1t2.microsoftdatabox.com:6443
        name: kubernetes
        ===================CUT=========================================CUT==============
        client-certificate-data: LS0tLS1CRUdJTiBDRVJUSUZJQ0FURS0tLS0tCk1JSUMwRENDQWJpZ0F3SUJBZ0lJYmVWRGJSTzZ3ell3RFFZSktvWklodmNOQVFFTEJRQXdGVEVUTUJFR0ExVUUKQXhNS2EzVmlaWEp1WlhSbGN6QWVGdzB5TURFeE1EVXdNelF5TXpCYUZ3MHlNVEV4TURreU16UTRNal
        ===================CUT=========================================CUT==============
        DMVUvN3lFOG5UU3k3b2VPWitUeHdzCjF1UDByMjhDZ1lCdHdRY0ZpcFh1blN5ak16dTNIYjhveFI2V3VWWmZldFFKNElKWEFXOStVWGhKTFhyQ2x4bUcKWHRtbCt4UU5UTzFjQVNKRVZWVDd6Tjg2ay9kSU43S3JIVkdUdUxlUDd4eGVjV2VRcWJrZEVScUsxN0liTXpiVApmbnNxc0dobEdmLzdmM21kTGtyOENrcWs5TU5aM3MvUVIwRlFCdk94ZVpuUlpTeDVGbUR5S1E9PQotLS0tLUVORCBSU0EgUFJJVkFURSBLRVktLS0tLQo=

    [10.128.44.40]: PS>Grant-HcsKubernetesNamespaceAccess -Namespace myecr -UserName ecruser
    [10.128.44.40]: PS>kubectl get pods -n "myecr"
    No resources found.
    PS C:\WINDOWS\system32>

    PS C:\Windows\System32> .\kubectl.exe apply -f .\deployment.yml -n myecr
    pod/nginx configured
    PS C:\Windows\System32> .\kubectl.exe get pods -n myecr
    NAME    READY   STATUS    RESTARTS   AGE
    nginx   1/1     Running   0          27m
    PS C:\Windows\System32>

    PS C:\WINDOWS\system32> $imageName="nginx"

    PS C:\WINDOWS\system32> Invoke-WebRequest -Method Delete -Credential $credential -Uri "https://ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/v2/$imageName/manifests/$digest" | Select-Object -ExpandProperty StatusDescription

    [10.128.44.40]: PS>Set-HcsKubernetesContainerRegistry
    Operation completed successfully. Use Get-HcsKubernetesContainerRegistryInfo for credentials

    [10.128.44.40]: PS> Get-HcsKubernetesContainerRegistryInfo
                
    Endpoint                                   IPAddress    Username     Password
    --------                                   ---------    --------     --------
    ecr.dbe-hw6h1t2.microsoftdatabox.com:31001 10.128.44.41 ase-ecr-user i3eTsU4zGYyIgxV

        PS C:\WINDOWS\system32> docker login ecr.dbe-hw6h1t2.microsoftdatabox.com:31001 -u ase-ecr-user -p 3bbo2sOtDe8FouD
        WARNING! Using --password via the CLI is insecure. Use --password-stdin.
        Login Succeeded
        PS C:\WINDOWS\system32> docker pull mcr.microsoft.com/oss/nginx/nginx:1.17.5-alpine
        1.17.5-alpine: Pulling from oss/nginx/nginx
        Digest: sha256:5466bbc0a989bd1cd283c0ba86d9c2fc133491ccfaea63160089f47b32ae973b
        Status: Image is up to date for mcr.microsoft.com/oss/nginx/nginx:1.17.5-alpine
        mcr.microsoft.com/oss/nginx/nginx:1.17.5-alpine
        PS C:\WINDOWS\system32> docker tag mcr.microsoft.com/oss/nginx/nginx:1.17.5-alpine ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/nginx:2.0
        PS C:\WINDOWS\system32> docker push ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/nginx:2.0
        The push refers to repository [ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/nginx]
        bba7d2385bc1: Pushed
        77cae8ab23bf: Pushed
        2.0: digest: sha256:b4c0378c841cd76f0b75bc63454bfc6fe194a5220d4eab0d75963bccdbc327ff size: 739
        PS C:\WINDOWS\system32> docker run -it --rm -p 8080:80 ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/nginx:2.0
        2020/11/10 00:00:49 [error] 6#6: *1 open() "/usr/share/nginx/html/favicon.ico" failed (2: No such file or directory), client: 172.17.0.1, server: localhost, request: "GET /favicon.ico HTTP/1.1", host: "localhost:8080", referrer: "http://localhost:8080/"
        172.17.0.1 - - [10/Nov/2020:00:00:49 +0000] "GET /favicon.ico HTTP/1.1" 404 555 "http://localhost:8080/" "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.183 Safari/537.36" "-"
        ^C
        PS C:\WINDOWS\system32>

    PS C:\WINDOWS\system32> .\kubectl.exe get secrets -n myecr
    NAME                  TYPE                                  DATA   AGE
    ase-ecr-credentials   kubernetes.io/dockerconfigjson        1      99m
    default-token-c7kww   kubernetes.io/service-account-token   3      107m
    sec-smbcredentials    microsoft.com/smb                     2      99m
    PS C:\WINDOWS\system32>

    PS C:\WINDOWS\system32> $username="ase-ecr-user"
    PS C:\WINDOWS\system32> $password="3bbo2sOtDe8FouD"
    PS C:\WINDOWS\system32> $securePassword = ConvertTo-SecureString $password -AsPlainText -Force
    PS C:\WINDOWS\system32> $credential = New-Object System.Management.Automation.PSCredential ($username, $securePassword)

    PS C:\WINDOWS\system32> $tags = Invoke-RestMethod -Credential $credential -Uri "https://ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/v2/nginx/tags/list" | Select-Object -ExpandProperty tags
    PS C:\WINDOWS\system32> $tags
    2.0
    PS C:\WINDOWS\system32> $tags = Invoke-RestMethod -Credential $credential -Uri "https://ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/v2/$imageName/tags/list" | Select-Object -ExpandProperty tags
    PS C:\WINDOWS\system32> $tags
    2.0
    PS C:\WINDOWS\system32>

    PS C:\WINDOWS\system32> $response = Invoke-WebRequest -Method Head -Credential $credential -Uri "https://ecr.dbe-hw6h1t2.microsoftdatabox.com:31001/v2/$imageName/manifests/$tags" -Headers @{ 'Accept' = 'application/vnd.docker.distribution.manifest.v2+json' }
    PS C:\WINDOWS\system32> $digest = $response.Headers['Docker-Content-Digest']
    PS C:\WINDOWS\system32> $digest
    sha256:b4c0378c841cd76f0b75bc63454bfc6fe194a5220d4eab0d75963bccdbc327ff
    PS C:\WINDOWS\system32>

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