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* Updated team and alumni pages * Added alumni to team page, added css for square images, updated team members * Corrected typos * LinkedIn profiles updated * Revert "Changes related to news (#79)" This reverts commit d161fba. * Revert "Revert "Changes related to news (#79)"" This reverts commit 800aa71. * Merge changes, conflicts resolved * Updated co-guides * Updated co-guides * Updated co-guides * Image deleted * Publications updated;Team Members updated * Duplicate removed --------- Co-authored-by: Soumya Banerjee <[email protected]>
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title: "The Next 700 ML-Enabled Compiler Optimizations" | ||
redirect_from: | ||
- /research/ml-compiler-bridge | ||
layout: textlay | ||
excerpt: "IITH Compilers Team -- Research" | ||
sitemap: false | ||
permalink: /publications/ml-compiler-bridge/ | ||
--- | ||
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# The Next 700 ML-Enabled Compiler Optimizations | ||
*S. VenkataKeerthy, Siddharth Jain, Umesh Kalvakuntla, Pranav Sai Gorantla, Rajiv Shailesh Chitale, Eugene Brevdo, Albert Cohen, Mircea Trofin, Ramakrishna Upadrasta* | ||
### Abstract | ||
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There is a growing interest in enhancing compiler optimizations with ML models, yet interactions between compilers | ||
and ML frameworks remain challenging. Some optimizations require tightly coupled models and compiler internals, | ||
raising issues with modularity, performance and framework | ||
independence. Practical deployment and transparency for | ||
the end-user are also important concerns. We propose MLCompiler-Bridge to enable ML model development within | ||
a traditional Python framework while making end-to-end integration with an optimizing compiler possible and efficient. | ||
We evaluate it on both research and production use cases, for | ||
training and inference, over several optimization problems, | ||
multiple compilers and its versions, and gym infrastructures. | ||
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