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
missing_linux_example
windows_first
windows_tools
powershell_heavy
Summary
The documentation is heavily Windows-centric, focusing exclusively on Microsoft HPC Pack, which only supports Windows nodes. All configuration, prerequisites, and tooling (such as the azhpcpack.ps1 CLI) are Windows-specific, with no mention of Linux support, Linux-based alternatives, or cross-platform considerations. Windows tools, patterns, and terminology are used throughout, and Linux is only mentioned to state that Linux compute nodes are not supported.
Recommendations
  • Clearly state at the beginning that the integration is Windows-only and that Linux support is not available, to set expectations.
  • If Linux support is planned, include a roadmap or reference to alternative solutions for Linux clusters (e.g., CycleCloud integration with Slurm or other Linux schedulers).
  • Where possible, provide parity in documentation by referencing Linux-based HPC solutions and how they can be integrated with CycleCloud.
  • If any cross-platform features exist (such as Azure Key Vault or Managed Identities), provide Linux command-line examples (e.g., using Azure CLI or bash scripts) alongside PowerShell/Windows examples.
  • Avoid using only Windows file paths and PowerShell scripts; if the CLI or tooling is Windows-only, explicitly state this and suggest alternatives for Linux users.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased