Azure Stack Edge Gpu Deploy Stateless Application Kubernetes

Bias Analysis

Detected Bias Types

powershell_heavy

windows_first

missing_linux_example

windows_tools

Summary

The documentation is heavily biased towards Windows environments. All command-line examples are shown in PowerShell, with Windows file paths and output. The prerequisites and instructions assume a Windows client, referencing Windows PowerShell and directories like C:\Users\<username>\.kube. There are no Linux or macOS equivalents provided for commands, file paths, or environment setup, and Linux tools or shell conventions are not mentioned.

Recommendations

Provide parallel Linux/macOS examples for all kubectl commands, using bash syntax and appropriate file paths (e.g., ~/.kube).
Update prerequisites to explicitly mention supported Linux/macOS environments and tools (e.g., bash, zsh, Terminal).
Show sample outputs from Linux shells (e.g., $ kubectl get pods) alongside PowerShell outputs.
Avoid referencing Windows-specific tools (like Windows PowerShell) as the default; instead, present both Windows and Linux options equally.
Clarify that the procedures apply to non-Windows clients and provide any OS-specific steps or caveats.
Where file paths are mentioned, provide both Windows and Unix-style equivalents.

Create Pull Request

Date	Scan	Status	Result
2025-07-12 23:44	#41	cancelled	Biased
2025-07-12 00:58	#8	cancelled	Clean
2025-07-10 05:06	#7	processing	Clean

Flagged Code Snippets

   PS C:\WINDOWS\system32> C:\windows\system32\kubectl.exe version
   Client Version: version.Info{Major:"1", Minor:"15", GitVersion:"v1.15.2", GitCommit:"f6278300bebbb750328ac16ee6dd3aa7d3549568", GitTreeState:"clean", BuildDate:"2019-08-05T09:23:26Z", GoVersion:"go1.12.5", Compiler:"gc", Platform:"windows/amd64"}
   Server Version: version.Info{Major:"1", Minor:"15", GitVersion:"v1.15.1", GitCommit:"4485c6f18cee9a5d3c3b4e523bd27972b1b53892", GitTreeState:"clean", BuildDate:"2019-07-18T09:09:21Z", GoVersion:"go1.12.5", Compiler:"gc", Platform:"linux/amd64"}

   PS C:\WINDOWS\system32> kubectl get pods -n "test1"
   No resources found.
   PS C:\WINDOWS\system32>

   PS C:\Users\username> ls .kube
    
    
      Directory: C:\Users\user\.kube
    
   Mode                LastWriteTime         Length Name
   ----                -------------         ------ ----
   d-----         2/18/2020 11:05 AM                cache
   d-----         2/18/2020 11:04 AM                http-cache
   -a----         2/18/2020 10:41 AM           5377 config

   PS C:\WINDOWS\system32> kubectl apply -f https://k8s.io/examples/application/deployment.yaml -n "test1"
    
   deployment.apps/nginx-deployment created

   PS C:\Users\user> kubectl get pods -l app=nginx -n "test1"
    
   NAME                                READY   STATUS    RESTARTS   AGE
   nginx-deployment-5754944d6c-7wqjd   1/1     Running   0          3m13s
   nginx-deployment-5754944d6c-nfj2h   1/1     Running   0          3m13s

   PS C:\Users\user> kubectl describe pod "nginx-deployment-5754944d6c-7wqjd" -n "test1"

   Name:           nginx-deployment-5754944d6c-7wqjd
   Namespace:      test1
   Priority:       0
   Node:           k8s-1d9qhq2cl-n1/10.128.46.184
   Start Time:     Tue, 18 Feb 2020 13:35:29 -0800
   Labels:         app=nginx
                   pod-template-hash=5754944d6c
   Annotations:    <none>
   Status:         Running
   IP:             172.17.246.200
   Controlled By:  ReplicaSet/nginx-deployment-5754944d6c
    Containers:
      nginx:
        Container ID:   docker://280b0f76bfdc14cde481dc4f2b8180cf5fbfc90a084042f679d499f863c66979
        Image:          nginx:1.7.9
        Image ID:       docker-pullable://nginx@sha256:e3456c851a152494c3e4ff5fcc26f240206abac0c9d794affb40e0714846c451
        Port:           80/TCP
        Host Port:      0/TCP
        State:          Running
          Started:      Tue, 18 Feb 2020 13:35:35 -0800
        Ready:          True
        Restart Count:  0
        Environment:    <none>
        Mounts:
          /var/run/secrets/kubernetes.io/serviceaccount from default-token-8gksw (ro)
    Conditions:
      Type              Status
      Initialized       True
      Ready             True
      ContainersReady   True
      PodScheduled      True
    Volumes:
      default-token-8gksw:
        Type:        Secret (a volume populated by a Secret)
        SecretName:  default-token-8gksw
        Optional:    false
    QoS Class:       BestEffort
    Node-Selectors:  <none>
    Tolerations:     node.kubernetes.io/not-ready:NoExecute for 300s
                     node.kubernetes.io/unreachable:NoExecute for 300s
    Events:
      Type    Reason     Age    From                       Message
      ----    ------     ----   ----                       -------
      Normal  Scheduled  4m58s  default-scheduler          Successfully assigned test1/nginx-deployment-5754944d6c-7wqjd to k8s-1d9qhq2cl-n1
      Normal  Pulling    4m57s  kubelet, k8s-1d9qhq2cl-n1  Pulling image "nginx:1.7.9"
      Normal  Pulled     4m52s  kubelet, k8s-1d9qhq2cl-n1  Successfully pulled image "nginx:1.7.9"
      Normal  Created    4m52s  kubelet, k8s-1d9qhq2cl-n1  Created container nginx
      Normal  Started    4m52s  kubelet, k8s-1d9qhq2cl-n1  Started container nginx

PS C:\WINDOWS\system32> kubectl get pods -l app=nginx

NAME                               READY     STATUS    RESTARTS   AGE
nginx-deployment-148880595-4zdqq   1/1       Running   0          25s
nginx-deployment-148880595-6zgi1   1/1       Running   0          25s
nginx-deployment-148880595-fxcez   1/1       Running   0          2m
nginx-deployment-148880595-rwovn   1/1       Running   0          2m

PS C:\Users\user> kubectl delete deployment nginx-deployment -n "test1"
deployment.extensions "nginx-deployment" deleted

   PS C:\Users\user> kubectl describe deployment nginx-deployment -n "test1"
    
   Name:                   nginx-deployment
   Namespace:              test1
   CreationTimestamp:      Tue, 18 Feb 2020 13:35:29 -0800
   Labels:                 <none>
   Annotations:            deployment.kubernetes.io/revision: 1
                           kubectl.kubernetes.io/last-applied-configuration:
                             {"apiVersion":"apps/v1","kind":"Deployment","metadata":{"annotations":{},"name":"nginx-deployment","namespace":"test1"},"spec":{"repl...
   Selector:               app=nginx
   Replicas:               2 desired | 2 updated | 2 total | 2 available | 0 unavailable
   StrategyType:           RollingUpdate
   MinReadySeconds:        0
   RollingUpdateStrategy:  25% max unavailable, 25% max surge
   Pod Template:
      Labels:  app=nginx
      Containers:
       nginx:
        Image:        nginx:1.7.9
        Port:         80/TCP
        Host Port:    0/TCP
        Environment:  <none>
        Mounts:       <none>
      Volumes:        <none>
   Conditions:
      Type           Status  Reason
      ----           ------  ------
      Available      True    MinimumReplicasAvailable
      Progressing    True    NewReplicaSetAvailable
   OldReplicaSets:  <none>
   NewReplicaSet:   nginx-deployment-5754944d6c (2/2 replicas created)
   Events:
     Type    Reason             Age    From                   Message
     ----    ------             ----   ----                   -------
     Normal  ScalingReplicaSet  2m22s  deployment-controller  Scaled up replica set nginx-deployment-5754944d6c to 2

PS C:\WINDOWS\system32> kubectl apply -f https://k8s.io/examples/application/deployment-scale.yaml -n "test1"

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