Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_missing
linux_first
missing_windows_example
Summary
The documentation page demonstrates a bias toward Linux environments, particularly Slurm, with all example commands and job submission scripts using Linux shell syntax and Linux-native tools. There are no Windows or PowerShell examples, nor is there mention of Windows-native job schedulers or Windows-specific configuration patterns. The documentation assumes a Linux-based HPC environment throughout.
Recommendations
  • Add examples for deploying and configuring job schedulers on Windows-based compute nodes, if supported by CycleCloud.
  • Include PowerShell equivalents for job submission and scheduler configuration commands.
  • Mention Windows-native HPC schedulers (such as Microsoft HPC Pack) if relevant, or clarify their support status.
  • Provide guidance on integrating Windows workloads or mixed-OS clusters if supported by the platform.
  • Explicitly state OS requirements and compatibility for each scheduler and tool discussed.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets