Document Details
Batch Parallel Node Tasks
❌
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
Bias Types:
⚠️
powershell_heavy
⚠️
windows_first
⚠️
windows_tools
⚠️
missing_linux_example
Summary:
The documentation page demonstrates a Windows bias by prioritizing Windows-based examples and tools. The only detailed code samples are in C# (.NET), which is most commonly associated with Windows development. The main code example for pool creation uses a Windows Server image, and the referenced GitHub sample is a C# console app. There are no Linux shell or cross-platform scripting examples, and Linux is only mentioned in a REST API JSON snippet, not in a full code sample or workflow. Windows terminology and tools (e.g., MicrosoftWindowsServer, Batch .NET) are used exclusively or before Linux equivalents.
Recommendations:
- Add equivalent Linux-based code samples, such as Python SDK examples, especially for pool creation and task submission.
- Include shell script (bash) or CLI examples for common operations, not just .NET/C#.
- Show both Windows and Linux VM image configurations side by side in code samples.
- Reference and link to cross-platform or Linux-specific sample projects (e.g., Python, Node.js) in addition to C#.
- Ensure that documentation language and examples are balanced, mentioning Linux and Windows equally and not prioritizing Windows terminology or tools.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |
| 2025-07-12 00:58 | #8 | cancelled | ✅ Clean |
| 2025-07-10 05:06 | #7 | processing | ✅ Clean |
Flagged Code Snippets
CloudPool pool =
batchClient.PoolOperations.CreatePool(
poolId: "mypool",
targetDedicatedComputeNodes: 4
virtualMachineSize: "standard_d1_v2",
VirtualMachineConfiguration: new VirtualMachineConfiguration(
imageReference: new ImageReference(
publisher: "MicrosoftWindowsServer",
offer: "WindowsServer",
sku: "2019-datacenter-core",
version: "latest"),
nodeAgentSkuId: "batch.node.windows amd64");
pool.TaskSlotsPerNode = 4;
pool.TaskSchedulingPolicy = new TaskSchedulingPolicy(ComputeNodeFillType.Pack);
pool.Commit();