activity
20192022
most citedAI Powered Compiler Techniques for DL Code Optimization

2 citations · 2 across the 4 of their papers we have counts for

collaborators

7 papers

cs.DS2022

FUSED-PAGERANK: Loop-Fusion based Approximate PageRank

Shalini Jain, Rahul Utkoor, Hemalatha Eedi +2

PageRank is a graph centrality metric that gives the importance of each node in a given graph. The PageRank algorithm provides important insights to understand the behavior of node…

cs.PL2021

OpenMP aware MHP Analysis for Improved Static Data-Race Detection

Utpal Bora, Shraiysh Vaishay, Saurabh Joshi +1

Data races, a major source of bugs in concurrent programs, can result in loss of manpower and time as well as data loss due to system failures. OpenMP, the de facto shared memory p…

cs.PL20212 cited

AI Powered Compiler Techniques for DL Code Optimization

Sanket Tavarageri, Gagandeep Goyal, Sasikanth Avancha +2

Creating high performance implementations of deep learning primitives on CPUs is a challenging task. Multiple considerations including multi-level cache hierarchy, and wide SIMD un…

cs.DC2020

PolyDL: Polyhedral Optimizations for Creation of High Performance DL primitives

Sanket Tavarageri, Alexander Heinecke, Sasikanth Avancha +3

Deep Neural Networks (DNNs) have revolutionized many aspects of our lives. The use of DNNs is becoming ubiquitous including in softwares for image recognition, speech recognition,…

cs.PL2020

PolyScientist: Automatic Loop Transformations Combined with Microkernels for Optimization of Deep Learning Primitives

Sanket Tavarageri, Alexander Heinecke, Sasikanth Avancha +3

At the heart of deep learning training and inferencing are computationally intensive primitives such as convolutions which form the building blocks of deep neural networks. Researc…

cs.PL2019

LLOV: A Fast Static Data-Race Checker for OpenMP Programs

Utpal Bora, Santanu Das, Pankaj Kukreja +3

In the era of Exascale computing, writing efficient parallel programs is indispensable and at the same time, writing sound parallel programs is very difficult. Specifying paralleli…