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
powershell_heavy
windows_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell for device interaction (e.g., 'connect to the PowerShell interface' and 'Get-HcsNvidiaSmi' command), and does not provide equivalent Linux shell or CLI examples. Windows tools and patterns are mentioned first and exclusively, with no mention of Linux commands or workflows for GPU monitoring or management. There are no Linux-specific instructions or examples for interacting with the device or managing GPU sharing.
Recommendations
  • Add Linux shell examples for GPU monitoring and management, such as using 'ssh' to connect and running 'nvidia-smi' directly.
  • Include instructions for accessing the device via Linux CLI, not just PowerShell.
  • Provide Linux equivalents for PowerShell commands, or clarify if only Windows is supported.
  • Mention cross-platform compatibility and limitations explicitly, so users know whether Linux workflows are possible.
  • Where possible, present Windows and Linux examples side-by-side to ensure parity.
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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

Flagged Code Snippets