Overview of the OSU INAM Project

As InfiniBand (IB) based High Performance Computing (HPC) installations grow in size and scale, predicting the behavior of the IB network in terms of link usage and performance becomes an increasingly challenging task. Further, as the computing, and networking technologies continue to evolve in HPC platforms, it becomes increasingly essential to understand the interactions between high-performance HPC middleware infrastructures and the high performance communication fabric which they rely on. The OSU InfiniBand Network Analysis and Monitoring tool - OSU INAM monitors IB clusters in real-time by querying various subnet management entities in the network. It is also capable of interacting with the MVAPICH2-X software stack to gain insights into the communication pattern of the application and classify the data transferred into Point-to-Point, Collective, and Remote Memory Access (RMA). OSU INAM can also remotely monitor the CPU utilization of MPI processes in conjunction with MVAPICH2-X. To overview OSU INAM features and visualizations capabilities, please see the Features and Visualization Capabilities section.


If you use OSU INAM in a scholarly work, then we recommend that you cite one of the papers below based on the order published.

  1. INAM: Cross-stack Profiling and Analysis of Communication in MPI-based Applications, P. Kousha, S. D. Kamal Raj , M. Kedia , H. Subramoni, A. Jain , A. Shafi , DK Panda, H. Na, T. Dockendorf, and K. Tomko. Practice and Experience in Advanced Research Computing 2021, Jul 2021 [Download - Plain]

  2. Accelerated Real-time Network Monitoring and Profiling at Scale using OSU INAM, P. Kousha, S. D. Kamal Raj , H. Subramoni, DK Panda, H. Na, T. Dockendorf, and K. Tomko. Practice and Experience in Advanced Research Computing 2020, Jul 2020 [Download - Bib - Plain]

  3. Designing a Profiling and Visualization Tool for Scalable and In-Depth Analysis of High-Performance GPU Clusters, P. Kousha, B. Ramesh, K. Suresh, C. Chu, A. Jain, N. Sarkauskas, H. Subramoni, and DK Panda. 26th IEEE International Conference on High Performance Computing, Data, Analytics and Data Science, Dec 2019 [Bib - Plain]

  4. INAM^2: InfiniBand Network Analysis & Monitoring with MPI, H. Subramoni, A. Augustine, M. Arnold, J. Perkins, X. Lu, K. Hamidouche, and DK Panda. International Supercomputing Conference, Jun 2016 [Slides]  [Bib - Plain]

  5. INAM - A Scalable InfiniBand Network Analysis and Monitoring Tool N.Dandapanthula, H.Subramoni, J. Vienne, K. Kandalla, S. Sur, DK Panda, and R. Brightwell. 4th International Workshop on Productivity and Performance (PROPER 2011), Aug 2011 [Slides]  [Bib - Plain]

Community Engagement and Dissemination

Visualizing your HPC jobs using OSU INAM

Documents and Downloads

OSU InfiniBand Network Analysis and Monitoring (OSU INAM) Tool v1.0 (11/10/22) is available on our download page here.