Bias Analysis
Detected Bias Types
powershell_heavy
windows_tools
windows_first
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias. All command-line examples are given in PowerShell syntax, and instructions for cluster management and GPU enablement reference Windows-specific tools and workflows (e.g., Hyper-V, PowerShell commands, Windows management host setup). There are no Linux shell (bash) equivalents, nor are Linux-specific instructions or tools mentioned. The guidance for setting up a driver machine explicitly references Windows, with no mention of Linux or macOS alternatives.
Recommendations
- Provide equivalent bash shell commands for all PowerShell examples, ensuring Linux users can follow along.
- Include instructions for setting up a Linux (and optionally macOS) management host, listing required tools and installation steps.
- Mention Linux-compatible methods for checking GPU status and restarting services, avoiding exclusive reliance on Windows/Hyper-V tooling.
- Ensure all references to scripts or sample files are cross-platform, or clearly indicate platform-specific differences.
- Where possible, use platform-neutral Azure CLI commands and avoid embedding them in PowerShell variable assignment blocks.
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