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 Windows bias by exclusively referencing PowerShell for device management, using Windows-specific commands (Get-HcsNvidiaSmi), and omitting Linux shell or CLI equivalents. All examples and instructions for GPU monitoring and management are given in a Windows/PowerShell context, with no mention of how to perform these tasks on Linux-based systems, which are common in container and GPU workloads.
Recommendations
  • Add Linux shell examples for GPU monitoring, such as using 'nvidia-smi' directly in bash.
  • Provide instructions for connecting to the device via SSH and managing GPUs from a Linux environment.
  • Include both PowerShell and bash command examples side-by-side for parity.
  • Clarify whether the device supports Linux-based management interfaces and document any differences.
  • Mention Linux tools and patterns (e.g., systemd services, bash scripting) where relevant.
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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