SIGMA: Secure GPT Inference with Function Secret Sharing
Kanav Gupta, Neha Jawalkar, Ananta Mukherjee, Nishanth Chandran, Divya Gupta, Ashish Panwar, Rahul Sharma
Privacy Enhancing technologies Symposium (PETS) 2024 | June 2024
Ashish Panwar
Senior Researcher
Publications
Publications by Year
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vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention
Ramya Prabhu, Ajay Nayak, Jayashree Mohan, Ramachandran Ramjee, Ashish Panwar
May 2024
VIDUR: A Large-Scale Simulation Framework for LLM Inference
Amey Agrawal, Nitin Kedia, Jayashree Mohan, Ashish Panwar, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee, Alexey Tumanov
The Seventh Annual Conference on Machine Learning and Systems | May 2024
Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve
Amey Agrawal, Nitin Kedia, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav Gulavani, Alexey Tumanov, Ramachandran Ramjee
OSDI '24 | March 2024
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SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills
Amey Agrawal, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee
September 2023
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Trident: Harnessing Architectural Resources for All Page Sizes in x86 Processors
Ashish Panwar, Venkat Sri Sai Ram, Arkaprava Basu
2021 International Symposium on Microarchitecture | October 2021
nuKSM: NUMA-aware Memory De-duplication on Multi-socket Servers
Akash Panda, Ashish Panwar, Arkaprava Basu
2021 International Conference on Parallel Architectures and Compilation Techniques | August 2021
Fast Local Page-Tables for Virtualized NUMA Servers with vMitosis
Ashish Panwar, Reto Achermann, Arkaprava Basu, Abhishek Bhattacharjee, K. Gopinath, Jayneel Gandhi
2021 Architectural Support for Programming Languages and Operating Systems | April 2021
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Mitosis: Transparently Self-Replicating Page-Tables for Large-Memory Machines
Reto Achermann, Ashish Panwar, Abhishek Bhattacharjee, Timothy Roscoe, Jayneel Gandhi
2020 Architectural Support for Programming Languages and Operating Systems | March 2020
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HawkEye: Efficient Fine-grained OS Support for Huge Pages
Ashish Panwar, Sorav Bansal, K. Gopinath
2019 Architectural Support for Programming Languages and Operating Systems | April 2019
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Making Huge Pages Actually Useful
Ashish Panwar, Aravinda Prasad, K. Gopinath
2018 Architectural Support for Programming Languages and Operating Systems | March 2018
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A Case for Protecting Huge Pages from the Kernel
Ashish Panwar, Naman Patel, K. Gopinath
2016 Asia-Pacific Workshop on Systems | August 2016
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Towards Practical Page Placement for a Green Memory Manager
Ashish Panwar, K. Gopinath
2015 IEEE International Conference on High Performance Computing, Data, and Analytics | December 2015
Publications by Research Area
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vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention
Ramya Prabhu, Ajay Nayak, Jayashree Mohan, Ramachandran Ramjee, Ashish Panwar
May 2024
VIDUR: A Large-Scale Simulation Framework for LLM Inference
Amey Agrawal, Nitin Kedia, Jayashree Mohan, Ashish Panwar, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee, Alexey Tumanov
The Seventh Annual Conference on Machine Learning and Systems | May 2024
Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve
Amey Agrawal, Nitin Kedia, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav Gulavani, Alexey Tumanov, Ramachandran Ramjee
OSDI '24 | March 2024
SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills
Amey Agrawal, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee
September 2023
Trident: Harnessing Architectural Resources for All Page Sizes in x86 Processors
Ashish Panwar, Venkat Sri Sai Ram, Arkaprava Basu
2021 International Symposium on Microarchitecture | October 2021
nuKSM: NUMA-aware Memory De-duplication on Multi-socket Servers
Akash Panda, Ashish Panwar, Arkaprava Basu
2021 International Conference on Parallel Architectures and Compilation Techniques | August 2021
Fast Local Page-Tables for Virtualized NUMA Servers with vMitosis
Ashish Panwar, Reto Achermann, Arkaprava Basu, Abhishek Bhattacharjee, K. Gopinath, Jayneel Gandhi
2021 Architectural Support for Programming Languages and Operating Systems | April 2021
Mitosis: Transparently Self-Replicating Page-Tables for Large-Memory Machines
Reto Achermann, Ashish Panwar, Abhishek Bhattacharjee, Timothy Roscoe, Jayneel Gandhi
2020 Architectural Support for Programming Languages and Operating Systems | March 2020
HawkEye: Efficient Fine-grained OS Support for Huge Pages
Ashish Panwar, Sorav Bansal, K. Gopinath
2019 Architectural Support for Programming Languages and Operating Systems | April 2019
Making Huge Pages Actually Useful
Ashish Panwar, Aravinda Prasad, K. Gopinath
2018 Architectural Support for Programming Languages and Operating Systems | March 2018
A Case for Protecting Huge Pages from the Kernel
Ashish Panwar, Naman Patel, K. Gopinath
2016 Asia-Pacific Workshop on Systems | August 2016
Towards Practical Page Placement for a Green Memory Manager
Ashish Panwar, K. Gopinath
2015 IEEE International Conference on High Performance Computing, Data, and Analytics | December 2015
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SIGMA: Secure GPT Inference with Function Secret Sharing
Kanav Gupta, Neha Jawalkar, Ananta Mukherjee, Nishanth Chandran, Divya Gupta, Ashish Panwar, Rahul Sharma
Privacy Enhancing technologies Symposium (PETS) 2024 | June 2024
Publications by Type
-
SIGMA: Secure GPT Inference with Function Secret Sharing
Kanav Gupta, Neha Jawalkar, Ananta Mukherjee, Nishanth Chandran, Divya Gupta, Ashish Panwar, Rahul Sharma
Privacy Enhancing technologies Symposium (PETS) 2024 | June 2024
VIDUR: A Large-Scale Simulation Framework for LLM Inference
Amey Agrawal, Nitin Kedia, Jayashree Mohan, Ashish Panwar, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee, Alexey Tumanov
The Seventh Annual Conference on Machine Learning and Systems | May 2024
Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve
Amey Agrawal, Nitin Kedia, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav Gulavani, Alexey Tumanov, Ramachandran Ramjee
OSDI '24 | March 2024
Trident: Harnessing Architectural Resources for All Page Sizes in x86 Processors
Ashish Panwar, Venkat Sri Sai Ram, Arkaprava Basu
2021 International Symposium on Microarchitecture | October 2021
nuKSM: NUMA-aware Memory De-duplication on Multi-socket Servers
Akash Panda, Ashish Panwar, Arkaprava Basu
2021 International Conference on Parallel Architectures and Compilation Techniques | August 2021
Fast Local Page-Tables for Virtualized NUMA Servers with vMitosis
Ashish Panwar, Reto Achermann, Arkaprava Basu, Abhishek Bhattacharjee, K. Gopinath, Jayneel Gandhi
2021 Architectural Support for Programming Languages and Operating Systems | April 2021
Mitosis: Transparently Self-Replicating Page-Tables for Large-Memory Machines
Reto Achermann, Ashish Panwar, Abhishek Bhattacharjee, Timothy Roscoe, Jayneel Gandhi
2020 Architectural Support for Programming Languages and Operating Systems | March 2020
HawkEye: Efficient Fine-grained OS Support for Huge Pages
Ashish Panwar, Sorav Bansal, K. Gopinath
2019 Architectural Support for Programming Languages and Operating Systems | April 2019
Making Huge Pages Actually Useful
Ashish Panwar, Aravinda Prasad, K. Gopinath
2018 Architectural Support for Programming Languages and Operating Systems | March 2018
A Case for Protecting Huge Pages from the Kernel
Ashish Panwar, Naman Patel, K. Gopinath
2016 Asia-Pacific Workshop on Systems | August 2016
Towards Practical Page Placement for a Green Memory Manager
Ashish Panwar, K. Gopinath
2015 IEEE International Conference on High Performance Computing, Data, and Analytics | December 2015
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vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention
Ramya Prabhu, Ajay Nayak, Jayashree Mohan, Ramachandran Ramjee, Ashish Panwar
May 2024
SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills
Amey Agrawal, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee
September 2023