Kumudha Narasimhan

Portfolio

Publications

Programming Model Extensions for General-Purpose Processing-In-Memory

Hyesun Hong, Lukas Sommer,B ongjun Kim, Mikhail Kashkarov, Kumudha Narasimhan, Ilya Veselov, Mehdi Goli, Jaeyeon Kim, Ruyman Reyes Castro, Hanwoong Jung

ISC High Performance 2024, May 2024 [pdf]
A performance analysis of leading many-core technologies for Cellular Automata execution

Alessio De Rango, Donato D'Ambrosio, Alfonso Senatore, Giuseppe Mendicino, Kumudha Narasimhan, Mehdi Goli, Rod Burns

International Workshop on Algorithms, Models and Tools for Parallel Computing on Heterogeneous Platforms (HeteroPar) @ Euro-Par, August 2023 [pdf]
Accelerating Neural Networks using Open Standard Software on RISC-V

Kumudha Narasimhan, Mehdi Goli

International workshop on RISC-V for HPC @ ISC 2023 (RISC-V HPC), May 2023 [pdf], [slides]
User-Driven Online Kernel Fusion for SYCL

Victor Perez, Lukas Sommer, Victor Lomüller, Kumudha Narasimhan, Mehdi Goli

ACM Transactions on Architecture and Code Optimization (TACO), Nov 2022 [pdf]
Toward Performance Portability of AI Graphs Using SYCL

Kumudha Narasimhan, Ouadie El Farouki, Mehdi Goli, Muhammad Tanvir, Svetlozar Georgiev, Isaac Ault

Performance, Portability, and Productivity in HPC (P3HPC) @ Supercomputing (SC), Nov 2022 [pdf]
Towards performance portability of AI models using SYCL-DNN

Muhammad Tanvir, Kumudha Narasimhan, Mehdi Goli, Ouadie El Farouki, Svetlozar Georgiev, Isaac Ault

International Workshop on OpenCL (IWOCL), May 2022 [pdf]
Improving Performance of SYCL Applications on CPU Architectures using LLVM-directed Compilation Flow

Pietro Ghiglio, Uwe Dolinsky, Mehdi Goli, Kumudha Naraimshan

Programming Models and Applications for Multicores and Manycores (PMAM) @ PPoPP, Apr 2022 [pdf], [slides]
A Practical Tile Size Selection Model for Affine Loop Nests

Kumudha Naraimshan, Aravind Acharya, Abhinav Baid, Uday Bondhugula

ACM International Conference on Supercomputing (ICS), Jun 2021 [pdf], [slides], talk ([short], [long])
Towards Cross-Platform Performance Portability of DNN Models using SYCL

Mehdi Goli, Kumudha Naraimshan, Ruyman Reyes et. al.

Performance, Portability, and Productivity in HPC (P3HPC) @ Supercomputing (SC), Nov 2020 [pdf]
Optimizing Dense Matrix Computations with PolyMage

Kumudha KN

Masters Thesis, July 2018 [pdf], [slides]
Optimizing Geometric Multigrid Method Computation using a DSL Approach

Vinay Vasista, Kumudha Naraimshan, Siddharth Bhat, Uday Bondhugula

Supercomputing (SC), Nov 2017 [pdf]

Talks

A SYCL Extension for User-Driven Online Kernel Fusion

International Workshop on OpenCL (IWOCL), Apr 2023 [link]
The oneAPI Software Abstraction for Accelerated Computing

Panel at Supercomputing (SC), Nov 2022 [link]
The oneAPI Software Abstraction for Heterogeneous Computing

oneAPI Developer Summit at Supercomputing (SC), Nov 2021 [link]
SYCL Performance and Portability

Excalibur-SLE, Exascale HPC for System Level Engineering, Jul 2020 [link]
SYCL Summer Sessions, Aug 2020 [link]

Professional Service

Program Committee - HeteroPar 2023
oneAPI Community Forum - Math SIG co-chair

Miscellaneous

Optimization of CAFFE (Tech Report - pdf)

Performance Overhead in McVM (Tech Report - pdf)

HADOOP (Project Report - pdf)

About

Past

I completed my Masters by Research degree from CSA, Indian Institute of Science working with Prof. Uday Reddy

I completed my Bachelors with Gold medal hons. in CS from M. S. Ramaiah Institute Of Technology

I worked at Goldman Sachs as an Analyst in the Technology division for three years (2012-2015)

Hobbies (click to expand)

Bharatnatyam

I learn Bharatnatyam (an Indian classical dance) and try to give live performances once in a while.

Bibliophilia

In my spare time I read crime fiction novels. One of my favorites is Prisoner of Birth by Jeffrey Archer. I also like listening to classical Indian music - Yesudas is my favorite singer

Mehandi

I also love to try new Mehandi designs. Reduces my stress and keeps me calm