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_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell for device interaction and GPU monitoring (Get-HcsNvidiaSmi), without providing equivalent Linux or cross-platform instructions. All examples and tooling are Windows-centric, and there is no mention of how to perform these tasks from a Linux or macOS environment, despite the underlying NVIDIA tools (like nvidia-smi) being cross-platform.
Recommendations
  • Provide Linux/macOS instructions for connecting to the device and monitoring GPU usage, such as using SSH and running nvidia-smi directly.
  • Include examples of nvidia-smi usage on Linux, and clarify whether Get-HcsNvidiaSmi is required or if standard NVIDIA tools suffice.
  • Document any platform-specific requirements or limitations, and offer guidance for non-Windows users.
  • Present cross-platform examples side-by-side or in parallel sections 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