Srinivasan Subramanian

Srinivasan Subramanian is a software engineer. He enjoys just-in-time learning, problem solving, debug and reverse engineering systems and software from machine to applications level. He has been in the industry for over 35 years in various roles.

Posts by Srinivasan Subramanian

Empowering Developers to Build a Robust PyTorch Ecosystem on AMD ROCm™ with Better Insights and Monitoring

At AMD, the PyTorch ecosystem team is committed to delivering an exceptional out-of-the-box experience for developers. Over the past year, the team has made significant progress in expanding PyTorch ecosystem support, improving CI test coverage across a wider range of GPU architectures, enhancing training and inference capabilities, streamlining the developer experience, introducing new functionality and performance optimizations, and strengthening quality monitoring. This blog showcases our ongoing efforts to build a robust PyTorch ecosystem on AMD ROCm™ Software, including the production-readiness of PyTorch across N-1, N, and N+1 releases aligned with ROCm versions. We also introduce the AI SoftWare Heads-Up Dashboard (AISWHUD), a powerful new tool that provides deep insights into the health and performance of the PyTorch ecosystem on ROCm, empowering developers with greater visibility and control.

October 21, 2025 by Hongxia Yang, Peng Sun, Nick Romero, Jeff Daily, Jithun Nair, Pruthvi Madugundu, Jagadish Krishnamoorthy, Srinivasan Subramanian, Eli Uriegas