awslabs/ai-on-sagemaker-hyperpod
Oct 2025 – Apr 2026
3 Months active
Languages Used
MarkdownBash
Technical Skills
DocumentationTechnical WritingDevOpscontainerizationdocumentationAWS
Mayank Gupta
PROFILE
Mayank Gupta
Worked on the awslabs/ai-on-sagemaker-hyperpod repository, focusing on documentation-driven enhancements and cloud cost governance features. Delivered onboarding improvements by clarifying node lifecycle states and refining navigation within technical guides, using Markdown and Bash to ensure accuracy and usability. Implemented a GPU chargeback and cost allocation system for Slurm clusters integrated with SageMaker HyperPod, leveraging AWS billing data and tagging frameworks to enable per-user and per-project cost attribution. Coordinated documentation updates to align with evolving workflows, such as simplifying container import commands, which reduced setup friction and user error. Emphasized clarity, operational efficiency, and traceability throughout the development process.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
5Total
Bugs
0
Commits
5
Features
4
Lines of code
1,938
Activity Months3
Your Network
45 peopleSame Organization
@amazon.co.uk32
ahmarsuhailMember
Alessandro PassaroMember
Anthony Pounds-CornishMember
Hanno BeckerMember
Saumya BhatnagarMember
Burak VarlıMember
Ethan BunceMember
Elphas ToringepiMember
Georgii RylovMember
Work History
April 2026
2 Commits • 1 Features
Apr 1, 2026April 2026 monthly summary for awslabs/ai-on-sagemaker-hyperpod: GPU Chargeback and Cost Allocation implemented for Slurm clusters integrated with SageMaker HyperPod, enabling per-user/team/project cost attribution and monitoring via AWS Billing data. Delivered a runbook and tagging-driven cost allocation, addressed gaps identified in design reviews, and laid groundwork for ongoing cost governance and optimization.
2 Commits • 1 Features
Apr 1, 2026April 2026 monthly summary for awslabs/ai-on-sagemaker-hyperpod: GPU Chargeback and Cost Allocation implemented for Slurm clusters integrated with SageMaker HyperPod, enabling per-user/team/project cost attribution and monitoring via AWS Billing data. Delivered a runbook and tagging-driven cost allocation, addressed gaps identified in design reviews, and laid groundwork for ongoing cost governance and optimization.
April 2026
November 2025
1 Commits • 1 Features
Nov 1, 2025November 2025: Delivered a key documentation improvement for awslabs/ai-on-sagemaker-hyperpod by removing sudo from the Enroot import command, simplifying usage and aligning with provided examples. The change reduces setup friction, improves onboarding, and lowers user error potential. Coordinated with the docs & examples to ensure consistency with artifacts and screenshots.
November 2025
1 Commits • 1 Features
Nov 1, 2025November 2025: Delivered a key documentation improvement for awslabs/ai-on-sagemaker-hyperpod by removing sudo from the Enroot import command, simplifying usage and aligning with provided examples. The change reduces setup friction, improves onboarding, and lowers user error potential. Coordinated with the docs & examples to ensure consistency with artifacts and screenshots.
October 2025
2 Commits • 2 Features
Oct 1, 2025October 2025 monthly summary for awslabs/ai-on-sagemaker-hyperpod. Delivered documentation-focused enhancements that improve onboarding, reduce misconfigurations, and streamline user workflows. The work emphasizes user-facing clarity and traceability, aligning with business value of faster integration and lower support overhead.
2 Commits • 2 Features
Oct 1, 2025October 2025 monthly summary for awslabs/ai-on-sagemaker-hyperpod. Delivered documentation-focused enhancements that improve onboarding, reduce misconfigurations, and streamline user workflows. The work emphasizes user-facing clarity and traceability, aligning with business value of faster integration and lower support overhead.
October 2025
Activity
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Quality Metrics
Correctness100.0%
Maintainability96.0%
Architecture100.0%
Performance96.0%
AI Usage28.0%
Skills & Technologies
Programming Languages
BashMarkdown
Technical Skills
AWSCloud ComputingData AnalysisDevOpsDocumentationSlurmSlurm orchestrationTechnical Writingcloud computingcontainerizationdocumentation
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