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ashbhandare

PROFILE

Ashbhandare

Abhijeet Bhandare focused on stabilizing GPU metrics collection in the NVIDIA/NeMo-Run repository, addressing a critical bug affecting observability under SlurmExecutor. He implemented a dynamic approach using Python, leveraging distributed systems concepts and system administration skills to map metrics collection to the correct node and device. By utilizing SLURM_NODEID for node identification and SLURM_LOCALID for device scoping, he restored reliable metrics gathering across SLURM ranks. This fix improved the accuracy of performance monitoring and downstream reporting. The work demonstrated a deep understanding of distributed resource management and contributed to more robust and maintainable metrics infrastructure within the project.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

1Total
Bugs
1
Commits
1
Features
0
Lines of code
4
Activity Months1

Work History

August 2025

1 Commits

Aug 1, 2025

2025-08 Monthly Summary for NVIDIA/NeMo-Run focusing on stabilizing GPU metrics collection under SlurmExecutor. Implemented per-rank node specification and per-device metric mapping to ensure robust metrics collection across SLURM ranks. The change dynamically determines which nodes collect metrics using SLURM_NODEID and uses SLURM_LOCALID for device scoping, repairing broken metrics gathering across ranks. Core fix committed as 04f900a9c1cde79ce6beca6a175b4c62b99d7982 with message 'Specify nodes for gpu metrics collection and split data to each rank (#320)'.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Distributed SystemsPerformance MonitoringSystem Administration

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

NVIDIA/NeMo-Run

Aug 2025 Aug 2025
1 Month active

Languages Used

Python

Technical Skills

Distributed SystemsPerformance MonitoringSystem Administration

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