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_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation provides both Linux and Windows guidance for configuring compute-intensive Azure Batch pools, but there is a noticeable Windows bias. Windows examples (e.g., installing GPU drivers, configuring MPI) are presented first and in greater detail, with explicit references to Windows-specific tools (PowerShell, Remote Desktop, Microsoft MPI). The Linux examples are present but less detailed, and some advanced configuration steps (e.g., using extensions) are described with more Windows-centric tooling. There is also a deprecated section for Windows Cloud Services pools, but no equivalent Linux section. In some cases, Linux instructions are less explicit or rely on external links, and Windows terminology (e.g., 'cmd', 'MSMpiSetup.exe') is used before Linux equivalents.
Recommendations
  • Ensure Linux examples are presented with equal detail and prominence as Windows examples, including step-by-step instructions for installing drivers and configuring MPI workloads.
  • Include Linux-first examples where appropriate, and avoid always listing Windows instructions first.
  • Provide explicit Linux command-line examples (e.g., Bash, apt, wget) for installing drivers and configuring Batch pools, not just links to external articles.
  • Add Linux equivalents for any Windows-specific tooling mentioned (e.g., PowerShell, Remote Desktop), such as SSH or Bash scripts.
  • Remove or balance deprecated Windows-only sections with Linux context or notes.
  • Where application packages or start tasks are described, provide Linux shell command examples alongside Windows 'cmd' examples.
  • Review and update references to Linux OS versions to ensure current, supported releases are used in examples.
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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
2026-01-12 00:00 #243 cancelled 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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased